{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第9章 图像分割"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.1 简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所谓图像分割（Image Segmentation），是指根据灰度、彩色、空间纹理、几何形状等特征把图像划分成若干个互不相交的区域，使得这些特征在同一区域内表现出一致性或相似性，而在不同区域间表现出明显的不同。简单的说就是在一副图像中，把目标从背景中分离出来，如图 9-1 所示。对于灰度图像来说，区域内部的像素一般具有灰度相似性，而在区域的边界上一般具有灰度不连续性。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"1.png\" width=500>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-1 图像分割示例</div>\n",
    "</center>\n",
    "\n",
    "图像分割在计算机视觉中有着极为重要的作用。今天，就让我们一起来学习图像分割的相关方法吧。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.2 图像分割算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图像分割的算法步骤主要分为两步：\n",
    "\n",
    "1. 自底向上：将具有相似特征的标记分组；\n",
    "2. 自顶向下：对可能属于同一对象的标记进行分组。\n",
    "\n",
    "我们将介绍两种不同的分割算法，分别基于聚类和基于图。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.1 基于聚类的算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "聚类是根据在数据中发现的描述对象及其关系的信息，将数据对象分簇。其目的是使簇内的对象相互之间是相似的(相关的)，而不同簇中的对象是不同的(不相关的)。簇内相似性越大，簇间差距越大，说明聚类效果越好。\n",
    "\n",
    "聚类是一种无监督学习的方法，是许多领域中常用的机器学习技术，而K-means是一个非常著名的聚类算法，它的基本思想是：\n",
    "\n",
    "1. 随机初始化$K$个聚类中心$c_1,...,c_K$；\n",
    "2. 给定聚类中心，确定每个聚类中的点：对于每个点$p$，我们计算与之距离最接近的$c_i$，并将$p$放入集群$i$中；\n",
    "3. 当所有点分配完毕时，将$c_i$设置为集群$i$中点的平均值；\n",
    "4. 如果$c_i$发生了变化，请重复步骤2；反之，结束。\n",
    "\n",
    "下面，我们来动手实践基于K-means算法的图像分割。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from matplotlib.image import imread\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "image = imread('graf.png', 0)\n",
    "X = image.reshape(-1, 3)\n",
    "segmented_imgs = []\n",
    "\n",
    "# 将 K 分别设置为6, 5, 4, 3, 2\n",
    "n_colors = (6, 5, 4, 3, 2)\n",
    "for n_cluster in n_colors:\n",
    "    kmeans = KMeans(n_clusters=n_cluster, random_state=42).fit(X)\n",
    "    segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "    segmented_imgs.append(segmented_img.reshape(image.shape))\n",
    "\n",
    "# 展示结果\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.subplot(231)\n",
    "plt.imshow(image.astype('uint8'))\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "\n",
    "for idx,n_clusters in enumerate(n_colors):\n",
    "    plt.subplot(232+idx)\n",
    "    plt.imshow(segmented_imgs[idx].astype('uint8'))\n",
    "    plt.title('{} colors'.format(n_clusters))\n",
    "    plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从实验结果中我们可以很明显的看出，随着$K$的增加，图像被分割的也越来越精细。实际上，$K$值的选择非常的重要，选择一个合适的$K$值可以帮助我们有效的进行图像分割。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.2 基于图的算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于图论的方法利用图论领域的理论和方法，将图像映射为带权无向图，因此我们便将图像分割问题转化为图的顶点划分问题，之后便可以利用最小剪切准则得到图像的最佳分割。此类方法把图像分割问题与图的最小割（MIN-CUT）问题相关联，通常做法是将待分割的图像映射为带权无向图$\\mathbf{G}=(\\mathbf{V}，\\mathbf{E})$，其中，$\\mathbf{V}={v_1, v_2,...,v_n}$是顶点的集合，$\\mathbf{E}$为边的集合。图中的每个节点$n \\in \\mathbf{V}$对应于图像中的每个像素，每条边$e \\in \\mathbf{E}$连接着一对相邻的像素，边的权值$w(v_i,v_j)$表示相邻像素之间在灰度、颜色或纹理方面的非负相似度，其中，$(v_i,v_j)\\in \\mathbf{E}$。而对图像的分割就是对图的剪切，被分割的每个区域对应着图中的一个子图，如图 9-2 所示。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"2.png\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-2 图像分割与图的剪切</div>\n",
    "</center>\n",
    "\n",
    "分割的原则就是使划分后的子图在内部保持相似度最大，而子图之间的相似度保持最小。我们以一个两类的分割为例，把$\\mathbf{G}=(\\mathbf{V}，\\mathbf{E})$分成两个子集$\\mathbf{A},\\mathbf{B}$；令$\\mathbf{A} \\cup \\mathbf{B} = \\mathbf{V}$，$cut(\\mathbf{A},\\mathbf{B}) = \\sum_{\\mu \\in \\mathbf{A},v \\in \\mathbf{B}}w(\\mu, v)$ , 其中$w(\\mu, v)$是权重, 最小割就是让$cut(\\mathbf{A},\\mathbf{B})$值最小的分割。Ncut（Normalized Cut）算法是一个代表性的基于图的图像分割算法。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"3.png\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-3 MIN-CUT分割图中节点</div>\n",
    "</center>\n",
    "\n",
    "\n",
    "要想理解Ncut与MIN-CUT之间的关系，我们先看图 9-3。我们假设当满足最小割时，红色的边就是分割的边界，但当我们实际运用最小割的时候，结果往往如图 9-4 所示。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"4.png\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-4 MIN-CUT可能存在的问题</div>\n",
    "</center>\n",
    "\n",
    "这种情况很容易理解，因为最小化切割就是让$cut\\mathbf{A},\\mathbf{B})$的值最小的情况，而边缘处其值确实是最小。为了解决这个情况，我们便需要应用Ncut算法。\n",
    "\n",
    "Ncut算法通过最小化下式对节点进行分类：\n",
    "\n",
    "$$Ncut(\\mathbf{A},\\mathbf{B}) = \\frac{cut(\\mathbf{A},\\mathbf{B})}{assoc(\\mathbf{A},\\mathbf{V})} + \\frac{cut(\\mathbf{A},\\mathbf{B})}{assoc(\\mathbf{B},\\mathbf{V})}$$\n",
    "\n",
    "其中，$assoc(\\mathbf{B},\\mathbf{V})$表示$\\mathbf{A}$中所有点到图中所有点的权重的和，即：\n",
    "\n",
    "$$ assoc(\\mathbf{A},\\mathbf{V}) = \\sum_{\\mu \\in \\mathbf{A},v \\in \\mathbf{V}}w(\\mu, v)$$\n",
    "\n",
    "我们不难发现，如果集合$\\mathbf{A}$只包含有一个点，那么$assoc(\\mathbf{A},\\mathbf{V})$与$cut(\\mathbf{A},\\mathbf{B})$是相等的；而当集合$\\mathbf{A}$只包含有多个点时，那么$assoc(\\mathbf{A},\\mathbf{V})$就会比$cut(\\mathbf{A},\\mathbf{B})$要大。这也是为什么Ncut可以避免分割时出现一个点的情况。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"5.png\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-5 向量表示节点的聚类</div>\n",
    "</center>\n",
    "\n",
    "那么我们该如何用向量表示聚类呢？如图 9-5 所示，我们用一个二值向量$x\\in \\{-1,+1\\}^n$表示聚类情况：若节点处于黑色部分，则对应的值为1，反之为0。因此，我们可以将$Ncut(\\mathbf{A},\\mathbf{B})$改写为：\n",
    "\n",
    "$$Ncut(\\mathbf{A},\\mathbf{B}) = \\frac{\\sum_{(x_{i}>0, x_{j}<0)}-w_{i j} x_{i} x_{j}}{\\sum_{x_{i}>0} d_{i}}+\\frac{\\sum_{(x_{i}<0, x_{j}>0)}-w_{i j} x_{i} x_{j}}{\\sum_{x_{i}<0} d_{i}}$$\n",
    "\n",
    "其中，$d_i = \\sum_j w(i,j)$。我们令$\\mathbf{D}$为对角矩阵，其中$\\mathbf{D}_{ii} = d_i$，令\n",
    "$\\mathbf{W}$为权重矩阵，即$\\mathbf{W}_{ij} = w(i,j)$。令\n",
    "\n",
    "$$\\mathbf{y} = \\frac{1}{2}[(\\mathbf{1}+\\mathbf{x}) - b(\\mathbf{1}-\\mathbf{x})] \\in \\{1, -b\\}^n$$\n",
    "\n",
    "其中$b=\\frac{\\sum_{x_i>0}d_i}{\\sum_{x_i<0}d_i}$，我们有\n",
    "\n",
    "$$\\min_{\\mathbf{x}} Ncut(\\mathbf{x}) = \\min_{\\mathbf{y}} \\frac{\\mathbf{y}^\\mathsf{T}(\\mathbf{D}-\\mathbf{W})\\mathbf{y}}{\\mathbf{y}^\\mathsf{T}\\mathbf{D}\\mathbf{y}}$$\n",
    "\n",
    "上述优化问题的最优解可以通过下式求得：\n",
    "\n",
    "$$(\\mathbf{D}-\\mathbf{W})\\mathbf{y} = \\lambda \\mathbf{D}\\mathbf{y}$$\n",
    "\n",
    "即：\n",
    "\n",
    "$$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}\\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y} = \\lambda \\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y}$$\n",
    "\n",
    "令$\\mathbf{z}=\\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y}$，则：\n",
    "\n",
    "$$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}\\mathbf{z} = \\lambda\\mathbf{z}$$\n",
    "\n",
    "很明显，这里$\\mathbf{z}$和$\\lambda$分别是$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}$的特征向量和特征值。因此，我们只需求解该特征值即可。不过需要注意的是，我们要的分割点是第二小的特征值所对应的特征向量，因为最小的特征值对应的特征向量在图中表示所有的节点聚为一类，没有任何的意义。\n",
    "\n",
    "接下来，我们来动手实现Ncut算法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.linalg.decomp import eig\n",
    "from scipy import sparse\n",
    "from scipy.sparse.linalg import eigs\n",
    " \n",
    "# 定义Ncut类\n",
    "class Ncut(object):\n",
    "    def __init__(self, img):\n",
    "        # 获得输入图像的基本信息\n",
    "        self.no_rows, self.no_cols, self.channel = img.shape\n",
    "        # 获得节点的总数\n",
    "        self.N = self.no_rows * self.no_cols\n",
    "        self.V_nodes = self.V_node_maker(img)\n",
    "        self.X = self.X_maker()\n",
    "        self.F = self.F_maker(img)\n",
    "        # parameter for W clculate\n",
    "        self.r = 2\n",
    "        self.sigma_I = 4\n",
    "        self.sigma_X = 6\n",
    "        # Dense W,D\n",
    "        self.W = self.W_maker()\n",
    "        self.D = self.D_maker()\n",
    " \n",
    "    # V_nodes shape : [self.N, 1, 3]\n",
    "    def V_node_maker(self, img):\n",
    "        b, g, r = cv2.split(img)\n",
    "        b = b.flatten()\n",
    "        g = g.flatten()\n",
    "        r = r.flatten()\n",
    "        V_nodes = np.vstack((b,g))\n",
    "        V_nodes = np.vstack((V_nodes, r))\n",
    "        return V_nodes\n",
    " \n",
    "    def X_maker(self):\n",
    "        X_temp = np.arange(self.N)\n",
    "        X_temp = X_temp.reshape((self.no_rows,self.no_cols))\n",
    "        X_temp_rows = X_temp // self.no_rows\n",
    "        X_temp_cols = (X_temp // self.no_cols).T\n",
    "        X = np.zeros((self.N, 1, 2))\n",
    "        X[:,:,0] = X_temp_rows.reshape(self.N,1)\n",
    "        X[:,:,1] = X_temp_cols.reshape(self.N,1)\n",
    "        return X\n",
    " \n",
    "    def F_maker(self,img):\n",
    "        if self.channel < 2:\n",
    "            return self.gray_feature_maker(img)\n",
    "        else:\n",
    "            return self.color_img_feature_maker(img)\n",
    " \n",
    "    def gray_feature_maker(self,img):\n",
    "        print('need to ')\n",
    " \n",
    "    def color_img_feature_maker(self,img):\n",
    "        F = img.flatten().reshape((self.N,1,self.channel))\n",
    "        F = F.astype('uint8')\n",
    "        return F\n",
    " \n",
    "    def W_maker(self):\n",
    "        X = self.X.repeat(self.N,axis = 1)\n",
    "        X_T = self.X.reshape((1,self.N,2)).repeat(self.N,axis = 0)\n",
    "        diff_X = X - X_T\n",
    "        diff_X = diff_X[:,:,0]**2 + diff_X[:,:,1]**2\n",
    " \n",
    "        F = self.F.repeat(self.N,axis = 1)\n",
    "        F_T = self.F.reshape((1,self.N,3)).repeat(self.N,axis = 0)\n",
    "        diff_F = F - F_T\n",
    "        diff_F = diff_F[:,:,0]**2 + diff_F[:,:,1]**2 + diff_F[:,:,2]**2\n",
    " \n",
    "        W_map = diff_X < self.r**2 # valid map for W\n",
    " \n",
    "        W = np.exp(-((diff_F / (self.sigma_I**2)) + (diff_X / (self.sigma_X**2))))\n",
    " \n",
    "        return W * W_map \n",
    " \n",
    "    def D_maker(self):\n",
    "        # D is a diagonal matrix using di as diagonal, di is the sum of weight of node i with all other nodes\n",
    "        d_i = np.sum(self.W, axis=1)\n",
    "        D = np.diag(d_i)\n",
    "        return D\n",
    " \n",
    "    def EigenSolver(self):\n",
    "        L = self.D - self.W\n",
    "        R = self.D\n",
    "        lam,y = eig(L, R)\n",
    "        index = np.argsort(lam)\n",
    " \n",
    "        top2 = lam[index[:2]].real\n",
    "        smallest_2 = y[:,index[1]]\n",
    "        print('dense eigenvector')\n",
    "        return smallest_2.real\n",
    " \n",
    "    def EigenSolver_sparse(self):\n",
    "        s_D = sparse.csr_matrix(self.D)\n",
    "        s_W = sparse.csr_matrix(self.W)\n",
    "        s_D_nhalf = np.sqrt(s_D).power(-1)\n",
    "        L = s_D_nhalf @ (s_D - s_W) @ s_D_nhalf\n",
    "        lam,y = eigs(L)\n",
    "        index = np.argsort(lam)\n",
    " \n",
    "        top2 = lam[index[:2]].real\n",
    "        smallest_2 = y[:, index[1]]\n",
    "        print('sparse eigenvector')\n",
    "        return smallest_2.real\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread('graf.png', cv2.IMREAD_COLOR)\n",
    "cutter = Ncut(img)\n",
    "eigenvector = cutter.EigenSolver_sparse()\n",
    "b = eigenvector\n",
    "b = b.reshape((50,50)).astype('float64')\n",
    "b = (b / b.max())*255\n",
    "plt.imshow(b.astype('uint8'))\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.3 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在本章中我们学习了图像分割的相关方法。图像分割是计算机视觉中的一个重要操作，也是实例分割、语义分割的基础，在之后的相关章节中我们也会进行相应的介绍。至此，基础的图像处理我们已经介绍完毕，接下来，我们会把目光聚焦在图像的语义理解。"
   ]
  }
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